{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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h2BamxZtvQmdn1lYoyuUUi7A7ayMupx6fxJdE5BW/O+L4264BflFR5qy/bQ4islVEDovIYfPLOqyIibOuM7G1EhUlEYpF2LUrayvmEFck/hG4HugAzgF/62+fL4ncvCGdxpg9xpi1xpi18uGYVtSJc283TvYBp4oCExM4u/saOnErLLFEwhgzYYy5YIz5T+Cf8LoU4LUcrqsoei3wVn0mNoBiMWsLlFamUMBZYu8iz7FEQkSurvjzHmBm5OMAsFlEForIcmAF8JP6TGwAu3apUCjZUCjA3tljAnZR03EpIvuAO4APichZ4CHgDhHpwOtKvAE8AGCMOS4izwKvAr8Httk4sjEbZ2Eb7q6y90dfX7bGKK2DLxA2tyJAZ4HOwZ0uQ5t9/UKlyZiYsEocdBZoBJyFbQ3JQKy0MJb7IGajIjEPztd36PCokg458EHMpmkzU9WLc2837vJRePfdrE1Rmonbb7dymDMIFYkAnHUakako2t1QFCUQFQlFUQJRkVAUJRAVCUVRAlGRUBQlEBUJRVEC0SHQBHAPjmRtQt046zdk93984hPw8svZnDshnPUbsjYhNVQkEsBZvwH3/BQMDMCOHVmbEw8D3H47dHXB8HBjzlkoeCvAv/gibMjhQ9bTA3/919alm0saneCVMO58aXdywEzyHffQaOPS+pVKOKs7cJ8egu7uxpwzScrl3EVPVkMneDWSiYlc56Zw1nU2ZoJbfz/O6g7v89mz6Z8vSQoFGBtrGoGohYpEwjhL2nF298FIjv0U99+f7vELBejtTfccaTEwAPv346xclbUlDUNFIiWc9Ru8JvzoqPdQ5AhnSXuqrSHn+WGcRYsvbciDH2dkBMeA80Bvy7QgZlCRSBlnXafnnMvb1PMHH0xH3HImmPT3w9RUU49e1EIdlw3EPTMOy+z0hM+XNTwVJ6bvrLzsPLY6e8fHm37kYgZ1XFqCs3SZ12Q1QKlk/a+qs64TymVvqK9eenq80YBZAmEVhYLnSyqXvXpqEYGohbYkMsSdLjc2LiGAoPVH3MkJaK8j3VqNhK9WtCT8mI1W8zfMoC0JS3EWtnn+ipERq1sVdedj7O+3N6fjTOuhhQWiFhpxmTHOwjZYD6wH92gJOixtjg/FD3iytotRKsGqVSoONdCWhEU4qzsu+SympqwaEXHu7fb8E1GGRotFbx9b2L/fG6nwr7GzukMFIgQqEpbiLFrsPZilkjURnM7CtvBDo4UC7Nxpx0M4MOCNqmzqujw+QwmFOi5zgnt+Cr76VRgcTOX4URZOrunIjLgyVWqOy2LREyoVhpoEOS5VJHKGOzkBL70Ehw4luiRh1NXV3Y2F6qMyEVenSlQkBgbg5pvhpptUHCKgItECuGfG4ZlnYoc4RxUJ8AVry5ZLYhFzbUv3kf7odheLsG4d3HGHikECBImEjm40Cc7SZfB14Ov+w3vunPfwvvBCanEYzpJ23L1+16OexW8X13jIe3rghhtg1Sro6PCDnHRh50ahLYkWwJ0ue1PYT52Cd96BsTHvi5MnL/o44rQkLh7/6SG4++7Yv+jumXHPtkquvRauukqjHhuEdjcURQmkrohLEblORH4gIq+JyHER2e5v/6CIfF9ETvnvTsU+O0XktIicEBF7QwkVRalJmDiJ3wN/aYz5Y+A2YJuI3AgUgYPGmBXAQf9v/O82AzcBG4HHRWRBGsYripI+NUXCGHPOGPNT//OvgdeAa4Au4Cm/2FPAZ/3PXcAzxphpY8zrwGng1qQNVxSlMUSKuBSRjwAfB34MtBtjzoEnJMASv9g1wC8qdjvrb1MUJYeEFgkReT/wXeArxpjzQUXn2TbHOyoiW0XksIgcNr8Ma4WiKI0mlEiIyHvwBGLIGPM9f/OEiFztf381MOlvPwtcV7H7tcBbs49pjNljjFlrjFkrH45rvqIoaRNmdEOAQeA1Y8y3K746ANznf74P2F+xfbOILBSR5cAK4CfJmawoSiMJE3H5SeDPgWMiUvK3fQMv5O1ZEekBzgB/BmCMOS4izwKv4o2MbDPGXEjcckVRGoIGUymKounrFEWJj07wyhHu5ES4TE8f+MBl8yguzt2ogU3zJNwz46HK2WRzs6IikSeefDLclOqRES9v5gwTE+HW+8i+53mJsOuT2GRzk6LdDUVRAlGRUBQlEBUJRVECUZFQFCUQFQlFUQJRkVAUJRAVCUVRAlGRUBQlEA2magGcpcs06EiJjbYkFEUJREVCUZRActvdcE+MwZEjcOxY7TUxe3rgy1+GVasuW+XanZzw5kPUwPl6vKXzKnEnJzxbN2yoXbi/Hz71qUTXs3Qf6a9ZJon/E8A9sD/cWqU9PXDnnfC5z2W2+rh7fgqOH4dXXoHe3uDC/f3eKmK33TZnpbIw15dCAWd1R3QbD+z3FlQKM2+np8d7JbkWqjEm89eCNRjHhHsxNWUYGjJ4vezor6Ehw/i4d6zx8VD7hLVtXntLJUOxGN/eUslQLnvH6u8Pt8/IyFw70v4/Z+qlUKi7XsLaW7fNYa/nfK+enov1EtreeeoltesJ3n1XYWPg+eBwteczc4GIIhJ1icPs1/h46iLByEgythYKhtFRa0Ui0Xrp709dJCiVvIc8iXoZGTGUy7HrJfXrWSgYSqXWEInEHrhZN2QaNyLj48nchLNfYY/ZQJFIpV4iPCSRbJ2YqK/1EPQgxqyXOTaOjiZv38y9PjXVfCLB2Fh9za2EXqFvwrC/KGm/GiASNtRLpLpJ8tc5wXppuH0TE5FFwm7H5apVWVsQGne6DLt2ZW1GQ3CPlmA4ugMuCy7WS1931qYE090g+7ZswX12KpJT09ohUPdoqXYhS7h0I9bw5jcB7tESdORDIIBc1EvYVH2JMDwMAwORdrGuJeGen4LPfz43v1QAtGUzfNdI3OkydHXlql7cQ6PQ15m1GYG4J8Zg1bLwOxSL8Bd/MesgrjeMu3evJwK12LED92QPzv8eDHVK60SCgYFw/6gluCfGgPx0i2Lz2GP5qpfJCehsr10wa44cCVeuWISdO/1uwqyW0VJgNbifK3t11NVV+3iDg7hfG8NZWfvetaq74R4aDRcwMptiEcbHcQwXX0xMQKkUuWkVBXe6DNu3R9uppwf2+8Ex5fIle6emvG09PanYWjdx62V09LJ6cQyp1wsAjz4afZ+hIa8OpqYu2Vouw/i4V2dpsHdv7TLFIuzaVdOP4Cxsw9kUQiBmCCtQWY9sVI5uRPaYDw0FDutc9NxOTaXiQWf//mjH6ukJ54mvdxw/4dGNyKM2AwPh6yXqNQxhM6VStOP4cSg17R0fry8wbla9hL4vx8aijTyFHeYtFPI1BBrpRiwWI120y272GOPkdQ9ZhQhmqWqzDSIRVrwjRPjNqZeYQ4B1CUSECMg555mYqF8kQgbzMTQU/XpGvH5BImGPT2JsLFw5v+k1p18WAmdhG3wdXPrjNZ993Oky7A3ZrCuVYsXrV+6f5WhC6OHOmSZxjDkYzsI2uBfcXw/Unj9Ri2eeCX/e9SHm0VTbd0k7bqHQGD9Ndzfu8lGcdeGcsM7CNtyRkZAHr30N7BGJMJVbKHjOm3onA23fXpdIMDYW+uaoSyD8/d2RkXATw9LgpZdqlykU4MEH66+X+++HN96ob8gy7L4DA0CdgtTf3zhnbmcnrj9RMcw9VY8AzsYKx+WFCx3hKre/P5GZbXXfzGEeHPBuogRw1m/wfqkbjDtdDvfL/tBDc2ZFxsFZ2AYPPlj3cWpSKHiCVCfO6o70HbCVDA5CRwfuI/24B0dwz4x7dZQyVogEU1OhitX7q3wZIdbGrEqYB6e/P7Gp1wDO7gwCgsK2lkI2g0MdKwGxCaSnB+f54cSmpjsP9HqjInH2Xbosnvjv2OG1LJctg7Y2XOHyV4WIJIEdIvHb39YuUygkekpnSXu6v84J25sJYf1ESROzXkI9FJs2xTp2IPV0BdPoRlaIiPv0kB/LE5+aIiEi14nID0TkNRE5LiLb/e27RORNESn5r89U7LNTRE6LyAkRqf20vPlmbUvvuad2maisW5f8MWfI0byTqpw8WbtMGs3tuA/Ob35Tu0wKTuC6Wj+f+ERyhsxHdzesWoX7xR7cg2GdmZcTpiXxe+AvjTF/DNwGbBORG/3vHjXGdPivfwHwv9sM3ARsBB4XkQWxrKvkox+t+xBzWLky+WOC16RNI9NSo1sngyHCdtOolxUr4u139mzNIs7SZfGOnRLOosXpBWpVMjgIGzbEmhNVUySMMeeMMT/1P/8aeA24JmCXLuAZY8y0MeZ14DRwa2TLZhP3xgniqquSPybADTekc9w770znuPWQQr2k9iAn5EhOGmdTV+N+ADo6PL/FzmJop2ckn4SIfAT4OPBjf9OXROQVEfmOiDj+tmuAX1TsdpZ5REVEtorIYRE5HMUGpflJzWMfpvuUFXv3NjYkv68vdGqD0CIhIu8Hvgt8xRhzHvhH4HqgAzgH/O1M0Xl2N3M2GLPHGLPWGLM2lAGuG9bU5sXGa3DqVPLHrGfkKYgw3aeMcJa0wz/8Q2O6HjOEjCkJJRIi8h48gRgyxnwPwBgzYYy5YIz5T+CfuNSlOAtcV7H7tcBbIc2uzngKc+7DOEzjUE+gVhA25kV4553kjxlXDP/gD2of+ny44fYsuDhBa2ioYd2PMNcjzOiGAIPAa8aYb1dsv7qi2D3Az/zPB4DNIrJQRJYDK4CfBJ7kmiAXh0+Y6a8RcKfL8PDDiR7zsuMfaOAvQlqEGblIuF6A+CJ70021y+zbF+/YASSdIMm5t9uL5TCzZgiPjCTvV/nqV2sWCROW/Ungz4FjIjJzNb4BfEFEOvC6Em8ADwAYY46LyLPAq3gjI9uMMRcCz/C+94UwI2EihFbH4vHHcQvlxEY5vH56g5Pb3HxzY883Q8x6cRYtpmYbpLcX9wvR0rfV5O/+LrljzYOzaDEsAlYC6/HmH52fgrff9lrD//qv8MIL8a7b4CDut6eA6tejpkgYY15kfj/DvwTs8zfA34Qw0WPhwlDF3PMJVm49FVss1m76Dw/Diy96lZoEL76Y0IEicP31oYolWi+NYN8+/yetftyjJRhs/AS8i8KxFFjHJeE4fhw6I0bAvv124NdWRFwueO+xcH2wJJuK9TixwgZhfetb8c9RgTs5kckEL2dJeziPe4IBVXEDfiLR25tIyLI7XU7P/xQDZ9FiL0R+dDTajjV8c1aIBBAuQ09vrzfGW0cf0J2cwN1Yn1PI2dQVLnR4eDjSePR8uDuL0J5hGrZvf7t2mR07kquXesUw7DyKZcvqH2pta4vdNXJPjM2dc1HlFRVnXafnywjLu+8Gfm2NSEQKbY0ZWuseLXkPXBK+iM2bw5Xzx6PjeNXd81OZj2g4ixaHd5Z1dMRqCbhHS7BlSzL1cvfd4ctu2+a10iLiTpdxn6iz9RQhkC+2mIWNu6gxKmSNSETFfaQ/0oPnPjGQaNy+s7ojfCX09cHnPx/pl9Y9NOplDbeBsIIIXuhvhAfPPT/l1UtCTmRn0eLwrYnBQWhv92ZMhnwQ3RNjsG1b3clxIkWVxvBHuWfGw3epa4wuijFR2iXpcOVaMYsOV6bTj3HD9PfDmjWX/j59Gl5+OZEAmqCmm/tEzGxKxaLn25gZ2ZmYCLdCehhGRuYkHQnTbA38PzfGzMJUKMDXvnb5tn37EgtsqmazezBmop5iET72sUtdvHfeCb+idy1m1UukNUwKBdi7N1SLO9I9WSzi7O7DFY5UDWzMOr9lZSJcx5DeWoh1vJLKJ9iwVwrL/EVOLmtD3dSTtLZR9RIl4bG/QHGi9eQnACYgx6V13Q1nXWfsJB5ZkMpsTwtxVnfkql4A2Lkzawtq8+Uvhy87POx152aSysxkpzo4gvvEgNfai9qlvuWWmkXsyXFZyec+l1zTuxFknKy2UTj3duMeCxEjYgmhgqsyxlndgdsfMTFzgsOuYX7krGtJgB/Dvrsvk7yOcXBWd1xadKbJcXb3eQvW5ATH4PkULM4UlmSaw9AUi6Hr0UqRmMHZ3ZerJq6zusPqmzEpnIVt+aqXlavCxeFkSanUuHsn4vIHVosEeE3chl7Aenn2WWuTmySJc2+39b/QlThL2hub2ToizuqOxuSUGImJp54AAAQnSURBVBiIvD6K9SIB/gVMep59f38q3QNn0WKv+Zi0sPX0WCc+zspV6eQ/CJk9PSrOA71eyoEkH8RCwZudmQAXc0qkRaGA80BvZGe7VXESYXHPT8Hu3dEcaD09XqbkO+64OBnJPT/lxVLUoN6FTtyjJW+tjijxFIUC3HOPd2NXHudXv6q974oVc4J1wkRC1v1/xp1gtH//ZfUC4edw1GOze2bcC1TauzdaDMjAANx222VLPISyd556CbTv/BT88If1TccPuYJcUJxELkViBvf8FLz+uvfgHDlyudd35ld31SpYtizZNTvqwD044gV6TU156dRmgop6erzcmGvWRL6ZbMM9PwXnznmJaY8cmTuNub//Yr2wfLkVM0jdyQmvRXD2rJf0ZuYHaKZeFi+Gu+6C9vaGD3tfvM/Hx2sHdhWLXhBZVEGyXSRE5JfAO0CIn8lM+BD22gZ222ezbWC3fY20bZkx5sPzfWGFSACIyOHQ+S4bjM22gd322Wwb2G2fLbblwnGpKEp2qEgoihKITSKxJ2sDArDZNrDbPpttA7vts8I2a3wSiqLYiU0tCUVRLCRzkRCRjf7q46dFxIoZXSLyhogc81dLP+xv+6CIfF9ETvnvTq3jJGTLd0RkUkR+VrGtqi2RV3RPx77kVpyvz7brROQHIvKaiBwXke3+diuuX4B9Vly/i2SZbAZYAPw78EfAe4GjwI1ZJ8HBW0fkQ7O2PQIU/c9FoL9BtvwJcAvws1q2ADf613AhsNy/tgsysG8X8D/mKdtQ+4CrgVv8z38InPRtsOL6BdhnxfWbeWXdkrgVOG2M+bkx5rfAM3irkttIF/CU//kp4LONOKkx5kfAf4S0JZ0V3aPbV42G2meMOWeM+an/+dfAa3iLV1tx/QLsq0bD6xey726EWoE8Awzwf0XkiIhs9be1G2POgVe5wJLMrKtui03XM/aK82kgIh8BPg78GAuv3yz7wKLrl7VIhFqBPAM+aYy5BbgL2CYif5K1QSGx5XrWteJ80ojI+/EWvP6KMeZ8UNF5tmVhn1XXL2uRSGcF8joxxrzlv08Cz+E16SZmFkn23yezs7CqLVZcT9PoFecDEJH34D2AQ8aY7/mbrbl+89ln0/WD7EXiZWCFiCwXkfcCm/FWJc8MEXmfiPzhzGfgT/FWTD8A3OcXuw/IctnwarZEX9E9BRJdcb4+OwQYBF4zxlQuRWbF9atmny3X7yJpe0ZDeHg/g+fV/Xfgryyw54/wPMhHgeMzNgH/BTgInPLfP9gge/bhNTl/h/dL0hNkC/BX/rU8AdyVkX3/BzgGvIJ3Y1+dhX3A7XjN8VeAkv/6jC3XL8A+K67fzEsjLhVFCSTr7oaiKJajIqEoSiAqEoqiBKIioShKICoSiqIEoiKhKEogKhKKogSiIqEoSiD/HzwWaHC/sxc6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fileList = os.listdir('bisk_blocks')\n",
    "\n",
    "# Create this new list using list comprehension\n",
    "imgFiles = [f for f in fileList if f.endswith('.png')]\n",
    "random.shuffle(imgFiles)\n",
    "numImgs = len(imgFiles)\n",
    "\n",
    "outputList = []\n",
    "\n",
    "for i, file in enumerate(imgFiles):\n",
    "    img = cv2.imread(os.path.join('bisk_blocks', file))\n",
    "    hue = int((i/numImgs)*180)\n",
    "    hsvColor = np.uint8([[[hue, 255, 255]]])\n",
    "    bgrColor = cv2.cvtColor(hsvColor, cv2.COLOR_HSV2BGR)\n",
    "    bkgndColor = img[0,0].copy()\n",
    "    for y in range(img.shape[0]):\n",
    "        for x in range(img.shape[1]):\n",
    "            if (img[y,x]==bkgndColor).all():\n",
    "                img[y,x] = bgrColor[0,0]\n",
    "    outputList.append((file, img))\n",
    "    plt.imshow(img)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "outFolder = 'newbisklabels'\n",
    "\n",
    "if not outFolder in os.listdir():\n",
    "    os.mkdir(outFolder)\n",
    "    \n",
    "for outFile, outImg in outputList:\n",
    "    cv2.imwrite(os.path.join(outFolder, outFile), outImg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
